Author

Gürkan Ünsal

2 papers indexed here

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Open access Oct 2026

Development and Patient-Level Internal Validation of an MRI-Based Radiomics Machine Learning Model for Preoperative Prediction of Cervical Lymph Node Metastasis in Oral Squamous Cell Carcinoma: A Pilot Study

Background/Objectives: Cervical lymph node metastasis (LNM) is the main prognostic factor in oral squamous cell carcinoma (OSCC) and guides the extent of neck treatment. This retrospective pilot study aimed to develop MRI-based radiomics machine learning models for the preoperative prediction of LNM in OSCC and to vali...

İrem Öztürk, Ferhat Erişir, K. Orhan et al. · Diagnostics · 0 citations

Aug 2026

Two-stage deep learning framework for magnetic resonance imaging-based detection of temporomandibular joint osteoarthritis

This study demonstrates the feasibility of a segmentation-first, classification-second deep learning pipeline for automated MRI-based TMJ-OA detection, providing a methodological foundation for future multi-institutional validation of a radiation-free diagnostic approach to TMJ-OA.

Glenda Tsai, Dongwon Park, K. Orhan et al. · Oral Radiology/Springer · 0 citations